What type of machine is it dear chap
Could be a failing or poorly grounded thermocouple
The connector spades must be free and clean of build up and corrosion in order for the couple to function properly, periodic cleaning is recommended.
Thermocouples should be inspected for dents, kinks, and splits in the stainless steel sheath.
or perhaps the element is pulling too much current.
I would try a new thermocouple wired in to check as i gues this would be the cheapest repair ,unless you can see significant scaling on the element.